Allterraincols
## [1] "Alluviale Ablagerung_vs_Kolluvium"
## [1] "Prediction error at end is: 0.268664668664669"
## [2] "Prediction error at end is: 0.178055278055278"
## [3] "Prediction error at end is: 0.173026973026973"
## [4] "Prediction error at end is: 0.144555444555445"
## [5] "Prediction error at end is: 0.154878454878455"
## [6] "Prediction error at end is: 0.139427239427239"
## [7] "Prediction error at end is: 0.139393939393939"
## [8] "Prediction error at end is: 0.144588744588745"
## [9] "Prediction error at end is: 0.141991341991342"
## [10] "Prediction error at end is: 0.136829836829837"
## k 1 k 2
## 1 slope_DTM_50m_avg_ws7 Channel_Network_Base_Level
## 2 TPI_i0m_o140m ChannelNetworkBaseLevel
## 3 TPI_i0m_o500m Texture
## 4 Convexity longc_DTM_50m_avg_ws7
## 5 Channel_Network_Base_Level maxic_DTM_50m_avg_ws5
## 6 ChannelNetworkBaseLevel TPI_i0m_o40m
## 7 TPI_i0m_o300m slope_DTM_50m_avg_ws3
## 8 minic_ws5_hr TPI_i0m_o400m
## 9 longc_ws29_hr MaximalCurvature
## 10 TPI_i0m_o400m minic_ws5
## k 3 k 4
## 1 Channel_Network_Base_Level Channel_Network_Base_Level
## 2 ChannelNetworkBaseLevel ChannelNetworkBaseLevel
## 3 longc_DTM_50m_avg_ws7 Modified_Catchment_Area
## 4 VerticalDistancetoChannelNetwork planc_ws15
## 5 longc_ws29_hr TPI_i0m_o130m
## 6 Total_Curvature longc_DTM_50m_avg_ws7
## 7 Topographic_Wetness_Index sagaTopographic_Wetness_Index
## 8 profc_DTM_50m_avg_ws3 Convexity
## 9 longc_ws15 maxic_DTM_50m_avg_ws3
## 10 Modified_Catchment_Area planc_DTM_50m_avg_ws7
## k 5
## 1 Channel_Network_Base_Level
## 2 ChannelNetworkBaseLevel
## 3 Texture
## 4 Convexity
## 5 longc_DTM_50m_avg_ws7
## 6 longc_ws7
## 7 maxic_DTM_50m_avg_ws5
## 8 MRRTF_hr
## 9 RelativeSlopePosition
## 10 slope_ws15_hr
## [1] "Alluviale Ablagerung_vs_Moorablagerung"
## [1] "Prediction error at end is: 0.197260273972603"
## [2] "Prediction error at end is: 0.128767123287671"
## [3] "Prediction error at end is: 0.106849315068493"
## [4] "Prediction error at end is: 0.123287671232877"
## [5] "Prediction error at end is: 0.101369863013699"
## [6] "Prediction error at end is: 0.0931506849315068"
## [7] "Prediction error at end is: 0.0986301369863014"
## [8] "Prediction error at end is: 0.0904109589041096"
## [9] "Prediction error at end is: 0.0904109589041096"
## [10] "Prediction error at end is: 0.0931506849315068"
## k 1 k 2
## 1 ChannelNetworkBaseLevel ChannelNetworkBaseLevel
## 2 Modified_Catchment_Area TPI_i0m_o500m
## 3 minic_DTM_50m_avg_ws7 Slope
## 4 slope_ws11 minic_ws13_hr
## 5 slope_ws23_hr Texture
## 6 longc_ws13_hr Mass_Balance_Index_hr_hr
## 7 slope_ws5 Minimal_Curvature
## 8 Channel_Network_Base_Level Channel_Network_Base_Level
## 9 Mass_Balance_Index crosc_ws5
## 10 ConvergenceIndex minic_ws3
## k 3 k 4
## 1 ChannelNetworkBaseLevel Channel_Network_Base_Level
## 2 Channel_Network_Base_Level TPI_i0m_o500m
## 3 longc_DTM_50m_avg_ws7 LS_Factor
## 4 planc_ws15 Catchment_slope
## 5 Texture slope_ws29_hr
## 6 MRVBF_hr slope_DTM_50m_avg_ws7
## 7 slope_DTM_50m_avg_ws5 Modified_Catchment_Area
## 8 maxic_ws23_hr planc_ws11
## 9 Slope crosc_DTM_50m_avg_ws3
## 10 planc_DTM_50m_avg_ws3 TotalCurvature
## k 5
## 1 ChannelNetworkBaseLevel
## 2 Channel_Network_Base_Level
## 3 sagaTopographic_Wetness_Index
## 4 VerticalDistancetoChannelNetwork
## 5 Modified_Catchment_Area
## 6 crosc_ws3
## 7 minic_ws15_hr
## 8 minic_ws23_hr
## 9 crosc_ws3_hr
## 10 Catchment_area
## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"
## [1] "Prediction error at end is: 0.222677322677323"
## [2] "Prediction error at end is: 0.111355311355311"
## [3] "Prediction error at end is: 0.0646686646686647"
## [4] "Prediction error at end is: 0.0723942723942724"
## [5] "Prediction error at end is: 0.0723609723609724"
## [6] "Prediction error at end is: 0.0621045621045621"
## [7] "Prediction error at end is: 0.0647352647352647"
## [8] "Prediction error at end is: 0.0621378621378621"
## [9] "Prediction error at end is: 0.0569097569097569"
## [10] "Prediction error at end is: 0.0672660672660673"
## k 1 k 2
## 1 Channel_Network_Base_Level Channel_Network_Base_Level
## 2 Modified_Catchment_Area Texture
## 3 minic_DTM_50m_avg_ws5 Modified_Catchment_Area
## 4 minic_ws11 profc_DTM_50m_avg_ws5
## 5 MRRTF_hr crosc_DTM_50m_avg_ws7
## 6 Texture planc_ws5
## 7 minic_DTM_50m_avg_ws7 TPI_i0m_o50m
## 8 longc_DTM_50m_avg_ws5 ChannelNetworkBaseLevel
## 9 longc_ws11_hr TWI
## 10 planc_DTM_50m_avg_ws7 saga_Topographic_Wetness_Index_hr
## k 3 k 4
## 1 Channel_Network_Base_Level VerticalDistancetoChannelNetwork
## 2 Modified_Catchment_Area Channel_Network_Base_Level
## 3 VerticalDistancetoChannelNetwork Modified_Catchment_Area
## 4 Convexity saga_Topographic_Wetness_Index_hr
## 5 slope_ws19_hr ChannelNetworkBaseLevel
## 6 minic_ws29_hr planc_ws15
## 7 planc_ws5 Longitudinal_Curvature
## 8 longc_ws9_hr Flow_Line_Curvature
## 9 CrossSectionalCurvature minic_ws13_hr
## 10 crosc_ws9_hr Catchment_slope_hr
## k 5
## 1 Channel_Network_Base_Level
## 2 Modified_Catchment_Area
## 3 longc_DTM_50m_avg_ws7
## 4 minic_ws15
## 5 Texture
## 6 TopographicWetnessIndex
## 7 Longitudinal_Curvature
## 8 ChannelNetworkBaseLevel
## 9 Catchment_area
## 10 TPI_i0m_o500m
## [1] "Alluviale Ablagerung_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.206288448393712"
## [2] "Prediction error at end is: 0.122693096377307"
## [3] "Prediction error at end is: 0.11473000683527"
## [4] "Prediction error at end is: 0.101777170198223"
## [5] "Prediction error at end is: 0.0965481886534518"
## [6] "Prediction error at end is: 0.0861585782638414"
## [7] "Prediction error at end is: 0.0860902255639098"
## [8] "Prediction error at end is: 0.0939507860560492"
## [9] "Prediction error at end is: 0.0888243335611757"
## [10] "Prediction error at end is: 0.0966165413533835"
## k 1 k 2
## 1 Modified_Catchment_Area ChannelNetworkBaseLevel
## 2 ChannelNetworkBaseLevel VerticalDistancetoChannelNetwork
## 3 minic_DTM_50m_avg_ws7 Convergence_Index
## 4 Convexity crosc_ws7_hr
## 5 planc_ws7 Convexity
## 6 slope_ws3 Modified_Catchment_Area_hr
## 7 minic_ws5 longc_ws7_hr
## 8 crosc_ws23_hr crosc_ws15
## 9 slope_ws11_hr Topographic_Wetness_Index
## 10 maxic_ws29_hr TPI_i0m_o50m
## k 3 k 4
## 1 Modified_Catchment_Area ChannelNetworkBaseLevel
## 2 slope_ws23_hr Channel_Network_Base_Level
## 3 VerticalDistancetoChannelNetwork Catchment_Area2
## 4 ChannelNetworkBaseLevel planc_ws11
## 5 slope_ws29_hr Minimal_Curvature
## 6 planc_ws11 Plan_Curvature
## 7 slope_ws7_hr planc_ws15
## 8 crosc_DTM_50m_avg_ws3 Profile_Curvature
## 9 slope_ws11_hr planc_ws29_hr
## 10 slope_ws5 PlanCurvature
## k 5
## 1 ChannelNetworkBaseLevel
## 2 Modified_Catchment_Area
## 3 Channel_Network_Base_Level
## 4 VerticalDistancetoChannelNetwork
## 5 profc_ws29_hr
## 6 slope_ws11
## 7 longc_DTM_50m_avg_ws5
## 8 Convexity
## 9 longc_ws15
## 10 LS_Factor
## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.106493506493506"
## [2] "Prediction error at end is: 0.0701298701298701"
## [3] "Prediction error at end is: 0.0571428571428571"
## [4] "Prediction error at end is: 0.0467532467532468"
## [5] "Prediction error at end is: 0.0415584415584416"
## [6] "Prediction error at end is: 0.038961038961039"
## [7] "Prediction error at end is: 0.0441558441558442"
## [8] "Prediction error at end is: 0.0441558441558442"
## [9] "Prediction error at end is: 0.0493506493506493"
## [10] "Prediction error at end is: 0.0467532467532468"
## k 1 k 2
## 1 ChannelNetworkBaseLevel ChannelNetworkBaseLevel
## 2 VerticalDistancetoChannelNetwork Channel_Network_Base_Level
## 3 Channel_Network_Base_Level VerticalDistancetoChannelNetwork
## 4 DiurnalAnisotropicHeating Convexity
## 5 TPI_i0m_o120m minic_DTM_50m_avg_ws7
## 6 slope_ws13_hr longc_ws5
## 7 minic_ws11 Modified_Catchment_Area_hr
## 8 profc_ws23_hr Texture
## 9 minic_ws15 planc_ws11
## 10 profc_ws15 crosc_ws15_hr
## k 3 k 4
## 1 ChannelNetworkBaseLevel ChannelNetworkBaseLevel
## 2 LS_Factor Channel_Network_Base_Level
## 3 VerticalDistancetoChannelNetwork VerticalDistancetoChannelNetwork
## 4 Convexity Convexity
## 5 Closed_Depressions crosc_ws13_hr
## 6 Channel_Network_Base_Level Catchment_area
## 7 profc_DTM_50m_avg_ws5 LS_Factor
## 8 TPI_i0m_o110m Closed_Depressions
## 9 longc_ws7_hr planc_ws13_hr
## 10 Catchment_Area2 planc_ws29_hr
## k 5
## 1 ChannelNetworkBaseLevel
## 2 VerticalDistancetoChannelNetwork
## 3 maxic_ws9_hr
## 4 Convexity
## 5 planc_ws9_hr
## 6 planc_ws15
## 7 Modified_Catchment_Area_hr
## 8 Mass_Balance_Index_hr_hr
## 9 ConvergenceIndex
## 10 ProfileCurvature
## [1] "Alluviale Ablagerung_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.223376623376623"
## [2] "Prediction error at end is: 0.137662337662338"
## [3] "Prediction error at end is: 0.109090909090909"
## [4] "Prediction error at end is: 0.109090909090909"
## [5] "Prediction error at end is: 0.116883116883117"
## [6] "Prediction error at end is: 0.116883116883117"
## [7] "Prediction error at end is: 0.114285714285714"
## [8] "Prediction error at end is: 0.103896103896104"
## [9] "Prediction error at end is: 0.106493506493506"
## [10] "Prediction error at end is: 0.111688311688312"
## k 1 k 2
## 1 Catchment_slope Catchment_slope
## 2 Catchment_Area2 DiurnalAnisotropicHeating
## 3 slope_ws7_hr profc_DTM_50m_avg_ws3
## 4 ChannelNetworkBaseLevel Texture
## 5 TPI_i0m_o500m planc_DTM_50m_avg_ws5
## 6 DiurnalAnisotropicHeating TopographicWetnessIndex
## 7 planc_DTM_50m_avg_ws7 Total_Curvature
## 8 minic_DTM_50m_avg_ws3 TPI_i0m_o250m
## 9 TPI_i0m_o30m crosc_DTM_50m_avg_ws7
## 10 longc_ws11 longc_DTM_50m_avg_ws3
## k 3 k 4
## 1 Catchment_slope Texture
## 2 DiurnalAnisotropicHeating Catchment_slope
## 3 Topographic_Wetness_Index Channel_Network_Base_Level
## 4 Texture DiurnalAnisotropicHeating
## 5 ChannelNetworkBaseLevel Catchment_area
## 6 profc_ws3 Modified_Catchment_Area
## 7 VerticalDistancetoChannelNetwork Modified_Catchment_Area_hr
## 8 maxic_ws13_hr MRVBF_hr
## 9 profc_ws23_hr TPI_i0m_o400m
## 10 profc_DTM_50m_avg_ws5 longc_DTM_50m_avg_ws5
## k 5
## 1 Catchment_slope
## 2 slope_ws23_hr
## 3 Catchment_Area2
## 4 DiurnalAnisotropicHeating
## 5 TPI_i0m_o30m
## 6 planc_ws19_hr
## 7 longc_DTM_50m_avg_ws7
## 8 planc_ws5_hr
## 9 Channel_Network_Base_Level
## 10 MinimalCurvature
Local terrain
## [1] "Alluviale Ablagerung_vs_Kolluvium"
## [1] "Prediction error at end is: 0.288394062078273"
## [2] "Prediction error at end is: 0.346018893387314"
## [3] "Prediction error at end is: 0.324696356275304"
## [4] "Prediction error at end is: 0.330229419703104"
## [5] "Prediction error at end is: 0.324966261808367"
## k 1 k 2 k 3
## 1 slope_ws11_hr Slope slope_ws11_hr
## 2 crosc_DTM_50m_avg_ws5 maxic_DTM_50m_avg_ws5 Total_Curvature
## 3 crosc_ws11 slope_ws19_hr crosc_DTM_50m_avg_ws5
## 4 ProfileCurvature slope_DTM_50m_avg_ws7 slope_ws7
## 5 maxic_ws13_hr maxic_DTM_50m_avg_ws3 longc_ws19_hr
## k 4 k 5
## 1 slope_ws11_hr slope_ws11_hr
## 2 LongitudinalCurvature maxic_DTM_50m_avg_ws7
## 3 Convergence_Index crosc_DTM_50m_avg_ws7
## 4 profc_DTM_50m_avg_ws3 minic_ws3
## 5 Minimal_Curvature planc_DTM_50m_avg_ws7
## [1] "Alluviale Ablagerung_vs_Moorablagerung"
## [1] "Prediction error at end is: 0.304201680672269"
## [2] "Prediction error at end is: 0.166554621848739"
## [3] "Prediction error at end is: 0.183865546218487"
## [4] "Prediction error at end is: 0.195294117647059"
## [5] "Prediction error at end is: 0.177983193277311"
## k 1 k 2 k 3
## 1 longc_DTM_50m_avg_ws7 maxic_DTM_50m_avg_ws7 Slope
## 2 slope_DTM_50m_avg_ws3 slope_ws7 minic_DTM_50m_avg_ws7
## 3 Slope planc_ws7_hr crosc_DTM_50m_avg_ws3
## 4 slope_ws11 Convergence_Index slope_DTM_50m_avg_ws7
## 5 profc_ws5_hr profc_DTM_50m_avg_ws7 slope_ws7
## k 4 k 5
## 1 maxic_DTM_50m_avg_ws7 maxic_DTM_50m_avg_ws7
## 2 slope_ws7 slope_ws7
## 3 Convexity Convexity
## 4 minic_ws11 profc_ws23_hr
## 5 slope_ws3_hr slope_ws13_hr
## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"
## [1] "Prediction error at end is: 0.263157894736842"
## [2] "Prediction error at end is: 0.257894736842105"
## [3] "Prediction error at end is: 0.221052631578947"
## [4] "Prediction error at end is: 0.210526315789474"
## [5] "Prediction error at end is: 0.194736842105263"
## k 1 k 2 k 3
## 1 longc_DTM_50m_avg_ws3 Longitudinal_Curvature longc_DTM_50m_avg_ws7
## 2 maxic_DTM_50m_avg_ws7 Convexity crosc_ws7
## 3 maxic_ws15 profc_DTM_50m_avg_ws7 Convexity
## 4 Convexity profc_ws5 profc_ws19_hr
## 5 crosc_ws15 maxic_ws15 Tangential_Curvature
## k 4 k 5
## 1 longc_DTM_50m_avg_ws7 Longitudinal_Curvature
## 2 crosc_ws11 Flow_Line_Curvature
## 3 minic_ws7 Convexity
## 4 ProfileCurvature maxic_DTM_50m_avg_ws7
## 5 maxic_ws5 minic_ws7
## [1] "Alluviale Ablagerung_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.315789473684211"
## [2] "Prediction error at end is: 0.173684210526316"
## [3] "Prediction error at end is: 0.126315789473684"
## [4] "Prediction error at end is: 0.115789473684211"
## [5] "Prediction error at end is: 0.105263157894737"
## k 1 k 2 k 3
## 1 profc_DTM_50m_avg_ws7 profc_DTM_50m_avg_ws7 Convexity
## 2 Convexity Convexity profc_ws15_hr
## 3 profc_ws15_hr minic_DTM_50m_avg_ws5 profc_DTM_50m_avg_ws7
## 4 longc_ws3 longc_ws15_hr longc_ws3
## 5 profc_ws19_hr minic_ws7 Slope
## k 4 k 5
## 1 longc_DTM_50m_avg_ws7 profc_ws15_hr
## 2 Convexity Longitudinal_Curvature
## 3 profc_ws15 Convexity
## 4 profc_ws5 profc_ws5_hr
## 5 profc_DTM_50m_avg_ws7 longc_ws5
## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.294736842105263"
## [2] "Prediction error at end is: 0.294736842105263"
## [3] "Prediction error at end is: 0.278947368421053"
## [4] "Prediction error at end is: 0.247368421052632"
## [5] "Prediction error at end is: 0.236842105263158"
## k 1 k 2 k 3
## 1 slope_DTM_50m_avg_ws5 profc_DTM_50m_avg_ws7 maxic_ws7
## 2 Convexity profc_DTM_50m_avg_ws5 planc_ws29_hr
## 3 PlanCurvature maxic_DTM_50m_avg_ws7 planc_ws7_hr
## 4 longc_DTM_50m_avg_ws5 Convexity PlanCurvature
## 5 CrossSectionalCurvature ProfileCurvature LongitudinalCurvature
## k 4 k 5
## 1 slope_DTM_50m_avg_ws5 profc_DTM_50m_avg_ws7
## 2 maxic_DTM_50m_avg_ws7 maxic_DTM_50m_avg_ws7
## 3 longc_DTM_50m_avg_ws7 slope_DTM_50m_avg_ws5
## 4 CrossSectionalCurvature maxic_ws13_hr
## 5 profc_ws13_hr TotalCurvature
## [1] "Alluviale Ablagerung_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.247368421052632"
## [2] "Prediction error at end is: 0.210526315789474"
## [3] "Prediction error at end is: 0.226315789473684"
## [4] "Prediction error at end is: 0.2"
## [5] "Prediction error at end is: 0.221052631578947"
## k 1 k 2 k 3 k 4
## 1 slope_ws11_hr slope_ws13_hr slope_ws11_hr slope_ws11_hr
## 2 ConvergenceIndex minic_ws3 ConvergenceIndex minic_ws23_hr
## 3 slope_ws7_hr slope_ws11_hr maxic_ws5 Total_Curvature
## 4 profc_ws13_hr Convexity Convergence_Index planc_ws5_hr
## 5 maxic_ws23_hr minic_ws23_hr slope_DTM_50m_avg_ws7 MaximalCurvature
## k 5
## 1 slope_ws13_hr
## 2 profc_DTM_50m_avg_ws7
## 3 minic_ws5
## 4 planc_ws29_hr
## 5 TotalCurvature
Regional terrain
## [1] "Alluviale Ablagerung_vs_Kolluvium"
## [1] "Prediction error at end is: 0.349257759784076"
## [2] "Prediction error at end is: 0.302024291497976"
## [3] "Prediction error at end is: 0.275168690958165"
## [4] "Prediction error at end is: 0.233738191632928"
## [5] "Prediction error at end is: 0.217813765182186"
## k 1 k 2
## 1 LS_Factor Catchment_slope
## 2 MassBalanceIndex LS_Factor
## 3 Channel_Network_Base_Level TWI
## 4 Mass_Balance_Index TopographicWetnessIndex
## 5 LSFactor Catchment_area_hr
## k 3 k 4
## 1 LS_Factor Catchment_slope
## 2 Mass_Balance_Index LS_Factor
## 3 Channel_Network_Base_Level Channel_Network_Base_Level
## 4 Catchment_slope Topographic_Wetness_Index
## 5 Catchment_Area2 Modified_Catchment_Area
## k 5
## 1 sagaTopographic_Wetness_Index
## 2 Topographic_Wetness_Index
## 3 Channel_Network_Base_Level
## 4 Mass_Balance_Index
## 5 Modified_Catchment_Area
## [1] "Alluviale Ablagerung_vs_Moorablagerung"
## [1] "Prediction error at end is: 0.268571428571429"
## [2] "Prediction error at end is: 0.194285714285714"
## [3] "Prediction error at end is: 0.205714285714286"
## [4] "Prediction error at end is: 0.177142857142857"
## [5] "Prediction error at end is: 0.188571428571429"
## k 1 k 2
## 1 Channel_Network_Base_Level LSFactor
## 2 Topographic_Wetness_Index Channel_Network_Base_Level
## 3 LS_Factor MassBalanceIndex
## 4 TWI RelativeSlopePosition
## 5 sagaTopographic_Wetness_Index Modified_Catchment_Area
## k 3 k 4
## 1 Channel_Network_Base_Level Channel_Network_Base_Level
## 2 LS_Factor Topographic_Wetness_Index
## 3 Catchment_Area2 sagaTopographic_Wetness_Index
## 4 TWI RelativeSlopePosition
## 5 TopographicWetnessIndex Mass_Balance_Index
## k 5
## 1 Channel_Network_Base_Level
## 2 Topographic_Wetness_Index
## 3 LS_Factor
## 4 TWI
## 5 Mass_Balance_Index
## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"
## [1] "Prediction error at end is: 0.313765182186235"
## [2] "Prediction error at end is: 0.204183535762483"
## [3] "Prediction error at end is: 0.167611336032389"
## [4] "Prediction error at end is: 0.151686909581646"
## [5] "Prediction error at end is: 0.125641025641026"
## k 1 k 2
## 1 RelativeSlopePosition Mass_Balance_Index
## 2 Catchment_slope Modified_Catchment_Area
## 3 Modified_Catchment_Area Catchment_Area2
## 4 Channel_Network_Base_Level Channel_Network_Base_Level
## 5 Catchment_Area2 LS_Factor
## k 3 k 4
## 1 RelativeSlopePosition RelativeSlopePosition
## 2 Channel_Network_Base_Level LSFactor
## 3 sagaTopographic_Wetness_Index LS_Factor
## 4 Catchment_area Topographic_Wetness_Index
## 5 Mass_Balance_Index Modified_Catchment_Area
## k 5
## 1 Mass_Balance_Index
## 2 Channel_Network_Base_Level
## 3 sagaTopographic_Wetness_Index
## 4 Catchment_area
## 5 Catchment_area_hr
## [1] "Alluviale Ablagerung_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.236032388663968"
## [2] "Prediction error at end is: 0.183265856950067"
## [3] "Prediction error at end is: 0.120512820512821"
## [4] "Prediction error at end is: 0.14642375168691"
## [5] "Prediction error at end is: 0.115114709851552"
## k 1 k 2
## 1 Channel_Network_Base_Level Channel_Network_Base_Level
## 2 Modified_Catchment_Area Catchment_slope
## 3 Mass_Balance_Index Catchment_area
## 4 TWI Catchment_area_hr
## 5 MassBalanceIndex Modified_Catchment_Area
## k 3 k 4
## 1 Channel_Network_Base_Level Catchment_slope
## 2 Modified_Catchment_Area sagaTopographic_Wetness_Index
## 3 Mass_Balance_Index Channel_Network_Base_Level
## 4 Catchment_area_hr MassBalanceIndex
## 5 MassBalanceIndex Catchment_area_hr
## k 5
## 1 Channel_Network_Base_Level
## 2 Modified_Catchment_Area
## 3 Catchment_slope
## 4 MassBalanceIndex
## 5 Mass_Balance_Index
## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.202699055330634"
## [2] "Prediction error at end is: 0.0940620782726046"
## [3] "Prediction error at end is: 0.094331983805668"
## [4] "Prediction error at end is: 0.0835357624831309"
## [5] "Prediction error at end is: 0.104453441295547"
## k 1 k 2
## 1 Channel_Network_Base_Level Channel_Network_Base_Level
## 2 Mass_Balance_Index Mass_Balance_Index
## 3 LS_Factor Catchment_Area2
## 4 Topographic_Wetness_Index RelativeSlopePosition
## 5 sagaTopographic_Wetness_Index MassBalanceIndex
## k 3 k 4
## 1 Modified_Catchment_Area Channel_Network_Base_Level
## 2 Channel_Network_Base_Level Mass_Balance_Index
## 3 Mass_Balance_Index Catchment_Area2
## 4 TWI Topographic_Wetness_Index
## 5 LSFactor Catchment_area
## k 5
## 1 Channel_Network_Base_Level
## 2 Mass_Balance_Index
## 3 Topographic_Wetness_Index
## 4 MassBalanceIndex
## 5 Catchment_Area2
## [1] "Alluviale Ablagerung_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.330229419703104"
## [2] "Prediction error at end is: 0.230094466936572"
## [3] "Prediction error at end is: 0.209176788124157"
## [4] "Prediction error at end is: 0.162078272604588"
## [5] "Prediction error at end is: 0.167341430499325"
## k 1 k 2
## 1 Catchment_slope Catchment_Area2
## 2 sagaTopographic_Wetness_Index Catchment_slope
## 3 Channel_Network_Base_Level LS_Factor
## 4 Topographic_Wetness_Index Channel_Network_Base_Level
## 5 LSFactor Modified_Catchment_Area
## k 3 k 4
## 1 LSFactor Catchment_area
## 2 Mass_Balance_Index Topographic_Wetness_Index
## 3 Catchment_area_hr Catchment_slope
## 4 sagaTopographic_Wetness_Index LS_Factor
## 5 RelativeSlopePosition LSFactor
## k 5
## 1 Channel_Network_Base_Level
## 2 Mass_Balance_Index
## 3 Catchment_slope
## 4 LS_Factor
## 5 LSFactor
roughness
## [1] "Alluviale Ablagerung_vs_Kolluvium"
## [1] "Prediction error at end is: 0.350607287449393"
## [2] "Prediction error at end is: 0.356410256410256"
## [3] "Prediction error at end is: 0.32995951417004"
## [4] "Prediction error at end is: 0.31417004048583"
## [5] "Prediction error at end is: 0.345614035087719"
## k 1 k 2
## 1 vectorruggedness_hr_ws43 Texture
## 2 vectorruggedness_hr_ws49 TRI_hr_ws20
## 3 TRI_hr_ws14 vectorruggedness_hr_ws29
## 4 vectorruggedness_hr_ws51 fischerk_ws29
## 5 fischerk_ws7 terraintexture_hr_ws49_tp25
## k 3 k 4
## 1 TRI_hr_ws21 terraintexture_hr_ws49_tp25
## 2 Texture fischerk_ws5
## 3 vectorruggedness_hr_ws59 TRI_hr_ws22
## 4 TRI_hr_ws6 terraintexture_hr_ws37_tp5
## 5 TRI_hr_ws25 terraintexture_hr_ws45_tp5
## k 5
## 1 Texture
## 2 vectorstrength_hr_ws15
## 3 vectorstrength_hr_ws5
## 4 fischerk_ws17
## 5 TRI_hr_ws18
## [1] "Alluviale Ablagerung_vs_Moorablagerung"
## [1] "Prediction error at end is: 0.392773109243697"
## [2] "Prediction error at end is: 0.305714285714286"
## [3] "Prediction error at end is: 0.241512605042017"
## [4] "Prediction error at end is: 0.218823529411765"
## [5] "Prediction error at end is: 0.241848739495798"
## k 1 k 2
## 1 fischerk_ws3 TRI_hr_ws14
## 2 fischerk_ws23 vectorruggedness_hr_ws41
## 3 terraintexture_hr_ws53_tp25 Texture
## 4 vectorruggedness_hr_ws5 fischerk_ws21
## 5 terraintexture_hr_ws33_tp25 fischerk_ws37
## k 3 k 4
## 1 TRI_hr_ws20 TRI_hr_ws20
## 2 vectorruggedness_hr_ws15 Texture
## 3 Texture fischerk_ws29
## 4 vectorruggedness_hr_ws5 terraintexture_hr_ws57_tp25
## 5 terraintexture_hr_ws57_tp25 terraintexture_hr_ws21_tp25
## k 5
## 1 vectorruggedness_hr_ws39
## 2 TRI_hr_ws12
## 3 Texture
## 4 vectorstrength_hr_ws17
## 5 fischerk_ws57
## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"
## [1] "Prediction error at end is: 0.336842105263158"
## [2] "Prediction error at end is: 0.278947368421053"
## [3] "Prediction error at end is: 0.189473684210526"
## [4] "Prediction error at end is: 0.173684210526316"
## [5] "Prediction error at end is: 0.184210526315789"
## k 1 k 2
## 1 fischerk_ws33 Texture
## 2 fischerk_ws3 TRI_hr_ws24
## 3 Texture terraintexture_hr_ws37_tp5
## 4 terraintexture_hr_ws57_tp5 vectorstrength_hr_ws3
## 5 terraintexture_hr_ws57_tp25 fischerk_ws5
## k 3 k 4
## 1 vectorruggedness_hr_ws51 Texture
## 2 fischerk_ws61 fischerk_ws55
## 3 fischerk_ws7 vectorruggedness_hr_ws45
## 4 Texture terraintexture_hr_ws53_tp25
## 5 fischerk_ws59 TRI_hr_ws1
## k 5
## 1 Texture
## 2 TRI_hr_ws25
## 3 TRI_hr_ws18
## 4 fischerk_ws3
## 5 vectorstrength_hr_ws11
## [1] "Alluviale Ablagerung_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.336842105263158"
## [2] "Prediction error at end is: 0.336842105263158"
## [3] "Prediction error at end is: 0.352631578947368"
## [4] "Prediction error at end is: 0.363157894736842"
## [5] "Prediction error at end is: 0.315789473684211"
## k 1 k 2
## 1 vectorruggedness_hr_ws35 TRI_hr_ws14
## 2 TRI_hr_ws2 terraintexture_hr_ws49_tp5
## 3 vectorruggedness_hr_ws5 TRI_hr_ws2
## 4 vectorruggedness_hr_ws55 terraintexture_hr_ws41_tp25
## 5 vectorstrength_hr_ws23 TRI_hr_ws12
## k 3 k 4
## 1 TRI_hr_ws15 TRI_hr_ws5
## 2 terraintexture_hr_ws57_tp25 TRI_hr_ws2
## 3 TRI_hr_ws1 TRI_hr_ws20
## 4 terraintexture_hr_ws41_tp25 TRI_hr_ws22
## 5 Melton_Ruggedness_Number_hr Melton_Ruggedness_Number_hr
## k 5
## 1 TRI_hr_ws5
## 2 vectorruggedness_hr_ws5
## 3 TRI_hr_ws4
## 4 TRI_hr_ws2
## 5 vectorruggedness_hr_ws11
## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.278947368421053"
## [2] "Prediction error at end is: 0.289473684210526"
## [3] "Prediction error at end is: 0.284210526315789"
## [4] "Prediction error at end is: 0.3"
## [5] "Prediction error at end is: 0.289473684210526"
## k 1 k 2
## 1 vectorruggedness_hr_ws49 vectorruggedness_hr_ws49
## 2 vectorstrength_hr_ws31 fischerk_ws55
## 3 fischerk_ws17 vectorstrength_hr_ws61
## 4 fischerk_ws35 terraintexture_hr_ws21_tp25
## 5 vectorstrength_hr_ws15 vectorstrength_hr_ws57
## k 3 k 4
## 1 vectorruggedness_hr_ws51 vectorruggedness_hr_ws49
## 2 vectorruggedness_hr_ws49 vectorruggedness_hr_ws55
## 3 vectorstrength_hr_ws5 terraintexture_hr_ws29_tp25
## 4 TRI_hr_ws19 vectorruggedness_hr_ws53
## 5 vectorruggedness_hr_ws43 vectorruggedness_hr_ws39
## k 5
## 1 TRI_hr_ws13
## 2 fischerk_ws53
## 3 vectorstrength_hr_ws25
## 4 vectorstrength_hr_ws49
## 5 TRI_hr_ws1
## [1] "Alluviale Ablagerung_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.247368421052632"
## [2] "Prediction error at end is: 0.231578947368421"
## [3] "Prediction error at end is: 0.189473684210526"
## [4] "Prediction error at end is: 0.210526315789474"
## [5] "Prediction error at end is: 0.194736842105263"
## k 1 k 2
## 1 TRI_hr_ws13 TRI_hr_ws19
## 2 vectorstrength_hr_ws29 fischerk_ws45
## 3 vectorruggedness_hr_ws49 TRI_hr_ws10
## 4 fischerk_ws7 vectorruggedness_hr_ws53
## 5 fischerk_ws33 terraintexture_hr_ws25_tp25
## k 3 k 4
## 1 TRI_hr_ws14 fischerk_ws45
## 2 terraintexture_hr_ws49_tp25 TRI_hr_ws8
## 3 vectorstrength_hr_ws29 vectorstrength_hr_ws45
## 4 Texture terraintexture_hr_ws53_tp5
## 5 terraintexture_hr_ws57_tp25 vectorruggedness_hr_ws29
## k 5
## 1 TRI_hr_ws19
## 2 terraintexture_hr_ws49_tp5
## 3 TRI_hr_ws6
## 4 fischerk_ws3
## 5 TRI_hr_ws4
RLIcols
## [1] "Alluviale Ablagerung_vs_Kolluvium"
## [1] "Prediction error at end is: 0.37165991902834"
## [2] "Prediction error at end is: 0.329554655870445"
## [3] "Prediction error at end is: 0.324291497975708"
## [4] "Prediction error at end is: 0.350067476383266"
## [5] "Prediction error at end is: 0.350202429149798"
## k 1
## 1 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L50m_fl1_r_li_patchdensity_UE_hr_20cells
## 3 geom_hr_L3_fl1_r_li_shape_UE_hr_10cells
## 4 geom_hr_L3_fl10_r_li_patchdensity_UE_hr_5cells
## 5 geom_hr_L3_fl10_r_li_patchnum_UE_hr_5cells
## k 2
## 1 geom_hr_L50m_fl10_r_li_edgedensity_UE_hr_20cells
## 2 geom_hr_L50m_fl1_r_li_simpson_UE_hr_5cells
## 3 geom_hr_L50m_fl1_r_li_richness_UE_hr_10cells
## 4 geom_hr_L3_fl10_r_li_mps_UE_hr_10cells
## 5 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_10cells
## k 3
## 1 geom_hr_L50m_fl10_r_li_mps_UE_hr_20cells
## 2 geom_hr_L50m_fl1_r_li_richness_UE_hr_20cells
## 3 geom_hr_L3_fl1_r_li_mps_UE_hr_5cells
## 4 geom_hr_L3_fl10_r_li_edgedensity_UE_hr_20cells
## 5 geom_hr_L3_fl1_r_li_edgedensity_UE_hr_5cells
## k 4
## 1 geom_hr_L50m_fl1_r_li_simpson_UE_hr_5cells
## 2 geom_hr_L3_fl10_r_li_mps_UE_hr_20cells
## 3 geom_hr_L50m_fl1_r_li_simpson_UE_hr_20cells
## 4 geom_hr_L3_fl10_r_li_edgedensity_UE_hr_10cells
## 5 geom_hr_L50m_fl1_r_li_richness_UE_hr_10cells
## k 5
## 1 geom_hr_L50m_fl1_r_li_dominance_UE_hr_5cells
## 2 geom_hr_L3_fl10_r_li_simpson_UE_hr_20cells
## 3 geom_hr_L50m_fl1_r_li_simpson_UE_hr_20cells
## 4 geom_hr_L3_fl10_r_li_simpson_UE_hr_10cells
## 5 geom_hr_L3_fl1_r_li_dominance_UE_hr_20cells
## [1] "Alluviale Ablagerung_vs_Moorablagerung"
## [1] "Prediction error at end is: 0.402352941176471"
## [2] "Prediction error at end is: 0.315966386554622"
## [3] "Prediction error at end is: 0.281344537815126"
## [4] "Prediction error at end is: 0.327226890756303"
## [5] "Prediction error at end is: 0.310084033613445"
## k 1
## 1 geom_hr_L50m_fl1_r_li_richness_UE_hr_10cells
## 2 geom_hr_L50m_fl1_r_li_dominance_UE_hr_10cells
## 3 geom_hr_L3_fl1_r_li_shannon_UE_hr_20cells
## 4 geom_hr_L3_fl1_r_li_richness_UE_hr_5cells
## 5 geom_hr_L50m_fl1_r_li_edgedensity_UE_hr_20cells
## k 2
## 1 geom_hr_L50m_fl1_r_li_richness_UE_hr_20cells
## 2 geom_hr_L50m_fl1_r_li_simpson_UE_hr_20cells
## 3 geom_hr_L50m_fl1_r_li_patchdensity_UE_hr_20cells
## 4 geom_hr_L3_fl1_r_li_mps_UE_hr_5cells
## 5 geom_hr_L3_fl1_r_li_shannon_UE_hr_10cells
## k 3
## 1 geom_hr_L50m_fl1_r_li_edgedensity_UE_hr_20cells
## 2 geom_hr_L3_fl1_r_li_richness_UE_hr_5cells
## 3 geom_hr_L50m_fl1_r_li_shape_UE_hr_20cells
## 4 geom_hr_L50m_fl1_r_li_edgedensity_UE_hr_10cells
## 5 geom_hr_L3_fl1_r_li_edgedensity_UE_hr_5cells
## k 4
## 1 geom_hr_L50m_fl1_r_li_richness_UE_hr_20cells
## 2 geom_hr_L3_fl1_r_li_simpson_UE_hr_20cells
## 3 geom_hr_L3_fl1_r_li_richness_UE_hr_5cells
## 4 geom_hr_L3_fl10_r_li_simpson_UE_hr_20cells
## 5 geom_hr_L3_fl10_r_li_dominance_UE_hr_10cells
## k 5
## 1 geom_hr_L50m_fl1_r_li_simpson_UE_hr_20cells
## 2 geom_hr_L50m_fl1_r_li_richness_UE_hr_20cells
## 3 geom_hr_L3_fl1_r_li_simpson_UE_hr_20cells
## 4 geom_hr_L3_fl1_r_li_shannon_UE_hr_20cells
## 5 geom_hr_L50m_fl10_r_li_dominance_UE_hr_20cells
## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"
## [1] "Prediction error at end is: 0.4"
## [2] "Prediction error at end is: 0.389473684210526"
## [3] "Prediction error at end is: 0.384210526315789"
## [4] "Prediction error at end is: 0.384210526315789"
## [5] "Prediction error at end is: 0.363157894736842"
## k 1
## 1 geom_hr_L50m_fl10_r_li_richness_UE_hr_10cells
## 2 geom_hr_L3_fl10_r_li_richness_UE_hr_5cells
## 3 geom_hr_L50m_fl1_r_li_shape_UE_hr_10cells
## 4 geom_hr_L3_fl10_r_li_edgedensity_UE_hr_10cells
## 5 geom_hr_L3_fl10_r_li_shannon_UE_hr_5cells
## k 2
## 1 geom_hr_L50m_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L3_fl10_r_li_edgedensity_UE_hr_5cells
## 3 geom_hr_L50m_fl1_r_li_dominance_UE_hr_20cells
## 4 geom_hr_L3_fl10_r_li_shannon_UE_hr_5cells
## 5 geom_hr_L3_fl10_r_li_shape_UE_hr_5cells
## k 3
## 1 geom_hr_L50m_fl1_r_li_mps_UE_hr_10cells
## 2 geom_hr_L3_fl10_r_li_mps_UE_hr_5cells
## 3 geom_hr_L50m_fl1_r_li_shannon_UE_hr_20cells
## 4 geom_hr_L3_fl10_r_li_patchdensity_UE_hr_10cells
## 5 geom_hr_L3_fl10_r_li_shape_UE_hr_10cells
## k 4
## 1 geom_hr_L3_fl10_r_li_simpson_UE_hr_20cells
## 2 geom_hr_L50m_fl10_r_li_shannon_UE_hr_10cells
## 3 geom_hr_L50m_fl10_r_li_mps_UE_hr_5cells
## 4 geom_hr_L3_fl1_r_li_shape_UE_hr_5cells
## 5 geom_hr_L3_fl10_r_li_richness_UE_hr_5cells
## k 5
## 1 geom_hr_L3_fl10_r_li_simpson_UE_hr_20cells
## 2 geom_hr_L3_fl1_r_li_mps_UE_hr_5cells
## 3 geom_hr_L3_fl10_r_li_edgedensity_UE_hr_20cells
## 4 geom_hr_L3_fl1_r_li_edgedensity_UE_hr_5cells
## 5 geom_hr_L3_fl10_r_li_edgedensity_UE_hr_5cells
## [1] "Alluviale Ablagerung_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.363157894736842"
## [2] "Prediction error at end is: 0.352631578947368"
## [3] "Prediction error at end is: 0.331578947368421"
## [4] "Prediction error at end is: 0.342105263157895"
## [5] "Prediction error at end is: 0.336842105263158"
## k 1
## 1 geom_hr_L3_fl1_r_li_simpson_UE_hr_5cells
## 2 geom_hr_L50m_fl1_r_li_dominance_UE_hr_20cells
## 3 geom_hr_L50m_fl1_r_li_richness_UE_hr_20cells
## 4 geom_hr_L3_fl10_r_li_dominance_UE_hr_5cells
## 5 geom_hr_L3_fl1_r_li_mps_UE_hr_5cells
## k 2
## 1 geom_hr_L3_fl1_r_li_simpson_UE_hr_5cells
## 2 geom_hr_L3_fl1_r_li_shannon_UE_hr_5cells
## 3 geom_hr_L50m_fl1_r_li_patchdensity_UE_hr_20cells
## 4 geom_hr_L3_fl10_r_li_dominance_UE_hr_40cells
## 5 geom_hr_L3_fl1_r_li_shape_UE_hr_5cells
## k 3
## 1 geom_hr_L3_fl1_r_li_mps_UE_hr_5cells
## 2 geom_hr_L3_fl10_r_li_dominance_UE_hr_40cells
## 3 geom_hr_L50m_fl10_r_li_dominance_UE_hr_20cells
## 4 geom_hr_L3_fl1_r_li_patchdensity_UE_hr_5cells
## 5 geom_hr_L3_fl1_r_li_shape_UE_hr_5cells
## k 4
## 1 geom_hr_L3_fl1_r_li_shannon_UE_hr_5cells
## 2 geom_hr_L3_fl1_r_li_mps_UE_hr_5cells
## 3 geom_hr_L50m_fl10_r_li_shannon_UE_hr_10cells
## 4 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_10cells
## 5 geom_hr_L3_fl10_r_li_richness_UE_hr_10cells
## k 5
## 1 geom_hr_L50m_fl1_r_li_richness_UE_hr_10cells
## 2 geom_hr_L50m_fl1_r_li_richness_UE_hr_20cells
## 3 geom_hr_L3_fl1_r_li_simpson_UE_hr_5cells
## 4 geom_hr_L3_fl1_r_li_dominance_UE_hr_10cells
## 5 geom_hr_L50m_fl1_r_li_mps_UE_hr_20cells
## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.294736842105263"
## [2] "Prediction error at end is: 0.315789473684211"
## [3] "Prediction error at end is: 0.310526315789474"
## [4] "Prediction error at end is: 0.326315789473684"
## [5] "Prediction error at end is: 0.263157894736842"
## k 1
## 1 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 2 geom_hr_L50m_fl1_r_li_simpson_UE_hr_10cells
## 3 geom_hr_L3_fl10_r_li_patchdensity_UE_hr_5cells
## 4 geom_hr_L3_fl10_r_li_mps_UE_hr_20cells
## 5 geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## k 2
## 1 geom_hr_L3_fl10_r_li_shannon_UE_hr_10cells
## 2 geom_hr_L3_fl10_r_li_edgedensity_UE_hr_20cells
## 3 geom_hr_L3_fl1_r_li_simpson_UE_hr_10cells
## 4 geom_hr_L3_fl10_r_li_dominance_UE_hr_20cells
## 5 geom_hr_L3_fl10_r_li_simpson_UE_hr_5cells
## k 3
## 1 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_20cells
## 2 geom_hr_L50m_fl10_r_li_mps_UE_hr_20cells
## 3 geom_hr_L50m_fl10_r_li_patchnum_UE_hr_20cells
## 4 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 5 geom_hr_L50m_fl1_r_li_richness_UE_hr_20cells
## k 4
## 1 geom_hr_L50m_fl10_r_li_mps_UE_hr_20cells
## 2 geom_hr_L50m_fl1_r_li_mps_UE_hr_20cells
## 3 geom_hr_L50m_fl1_r_li_richness_UE_hr_5cells
## 4 geom_hr_L50m_fl1_r_li_dominance_UE_hr_5cells
## 5 geom_hr_L3_fl10_r_li_mps_UE_hr_20cells
## k 5
## 1 geom_hr_L50m_fl10_r_li_mps_UE_hr_20cells
## 2 geom_hr_L3_fl10_r_li_patchdensity_UE_hr_20cells
## 3 geom_hr_L3_fl10_r_li_mps_UE_hr_10cells
## 4 geom_hr_L50m_fl1_r_li_patchdensity_UE_hr_20cells
## 5 geom_hr_L50m_fl1_r_li_richness_UE_hr_5cells
## [1] "Alluviale Ablagerung_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.405263157894737"
## [2] "Prediction error at end is: 0.352631578947368"
## [3] "Prediction error at end is: 0.273684210526316"
## [4] "Prediction error at end is: 0.278947368421053"
## [5] "Prediction error at end is: 0.257894736842105"
## k 1
## 1 geom_hr_L50m_fl1_r_li_richness_UE_hr_10cells
## 2 geom_hr_L3_fl1_r_li_dominance_UE_hr_10cells
## 3 geom_hr_L50m_fl10_r_li_simpson_UE_hr_10cells
## 4 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_20cells
## 5 geom_hr_L3_fl10_r_li_simpson_UE_hr_10cells
## k 2
## 1 geom_hr_L50m_fl1_r_li_richness_UE_hr_10cells
## 2 geom_hr_L50m_fl10_r_li_dominance_UE_hr_20cells
## 3 geom_hr_L3_fl10_r_li_simpson_UE_hr_10cells
## 4 geom_hr_L50m_fl1_r_li_shannon_UE_hr_5cells
## 5 geom_hr_L50m_fl10_r_li_simpson_UE_hr_20cells
## k 3
## 1 geom_hr_L3_fl10_r_li_edgedensity_UE_hr_20cells
## 2 geom_hr_L3_fl10_r_li_shape_UE_hr_5cells
## 3 geom_hr_L50m_fl1_r_li_patchdensity_UE_hr_20cells
## 4 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_20cells
## 5 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## k 4
## 1 geom_hr_L50m_fl1_r_li_richness_UE_hr_20cells
## 2 geom_hr_L3_fl10_r_li_richness_UE_hr_20cells
## 3 geom_hr_L50m_fl10_r_li_patchdensity_UE_hr_20cells
## 4 geom_hr_L50m_fl10_r_li_simpson_UE_hr_20cells
## 5 geom_hr_L50m_fl10_r_li_mps_UE_hr_10cells
## k 5
## 1 geom_hr_L3_fl10_r_li_simpson_UE_hr_20cells
## 2 geom_hr_L3_fl1_r_li_dominance_UE_hr_10cells
## 3 geom_hr_L50m_fl1_r_li_patchdensity_UE_hr_20cells
## 4 geom_hr_L3_fl10_r_li_dominance_UE_hr_40cells
## 5 geom_hr_L50m_fl10_r_li_simpson_UE_hr_10cells
Heights
## [1] "Alluviale Ablagerung_vs_Kolluvium"
## [1] "Prediction error at end is: 0.28110661268556"
## [2] "Prediction error at end is: 0.171929824561404"
## [3] "Prediction error at end is: 0.208771929824561"
## [4] "Prediction error at end is: 0.198110661268556"
## [5] "Prediction error at end is: 0.197705802968961"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3 SlopeHeight SlopeHeight SlopeHeight
## 4 Slope_Height_hr NormalizedHeight Slope_Height_hr
## 5 StandardizedHeight Valley_Depth_hr MidSlope_Positon_hr
## k 4 k 5
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Maximum_Height_hr SlopeHeight
## 3 ValleyDepth Vertical_Distance_to_Channel_Network
## 4 StandardizedHeight StandardizedHeight
## 5 NormalizedHeight Standardized_Height
## [1] "Alluviale Ablagerung_vs_Moorablagerung"
## [1] "Prediction error at end is: 0.371428571428571"
## [2] "Prediction error at end is: 0.24"
## [3] "Prediction error at end is: 0.171428571428571"
## [4] "Prediction error at end is: 0.16"
## [5] "Prediction error at end is: 0.182857142857143"
## k 1 k 2
## 1 Standardized_Height NormalizedHeight
## 2 Standardized_Height_hr Slope_Height
## 3 Normalized_Height Valley_Depth_hr
## 4 StandardizedHeight Maximum_Height_hr
## 5 Maximum_Height_hr Vertical_Distance_to_Channel_Network
## k 3 k 4 k 5
## 1 Maximum_Height_hr Normalized_Height Relative_Slope_Position
## 2 Normalized_Height Maximum_Height_hr Standardized_Height_hr
## 3 Normalized_Height_hr Slope_Height Mid_Slope_Positon
## 4 Mid_Slope_Positon MidSlope_Positon_hr Slope_Height
## 5 MidSlope_Positon_hr Valley_Depth_hr Standardized_Height
## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"
## [1] "Prediction error at end is: 0.20391363022942"
## [2] "Prediction error at end is: 0.130634278002699"
## [3] "Prediction error at end is: 0.109851551956815"
## [4] "Prediction error at end is: 0.115114709851552"
## [5] "Prediction error at end is: 0.0940620782726046"
## k 1 k 2
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2 Normalized_Height Maximum_Height_hr
## 3 StandardizedHeight StandardizedHeight
## 4 ValleyDepth ValleyDepth
## 5 Standardized_Height_hr Slope_Height
## k 3 k 4
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2 Normalized_Height Relative_Slope_Position
## 3 Maximum_Height_hr MidSlope_Positon_hr
## 4 StandardizedHeight Standardized_Height
## 5 Mid_Slope_Positon ValleyDepth
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 StandardizedHeight
## 4 MidSlope_Positon_hr
## 5 Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.162618083670715"
## [2] "Prediction error at end is: 0.0995951417004049"
## [3] "Prediction error at end is: 0.0838056680161943"
## [4] "Prediction error at end is: 0.0890688259109312"
## [5] "Prediction error at end is: 0.0786774628879892"
## k 1 k 2
## 1 Maximum_Height_hr Standardized_Height
## 2 Standardized_Height_hr Relative_Slope_Position
## 3 Valley_Depth_hr Standardized_Height_hr
## 4 Slope_Height Normalized_Height_hr
## 5 Vertical_Distance_to_Channel_Network NormalizedHeight
## k 3 k 4 k 5
## 1 Maximum_Height_hr Relative_Slope_Position Maximum_Height_hr
## 2 Relative_Slope_Position Maximum_Height_hr Relative_Slope_Position
## 3 Standardized_Height_hr NormalizedHeight Standardized_Height
## 4 Mid_Slope_Positon Mid_Slope_Positon Standardized_Height_hr
## 5 Normalized_Height Standardized_Height Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.0728744939271255"
## [2] "Prediction error at end is: 0.0624831309041835"
## [3] "Prediction error at end is: 0.0572199730094467"
## [4] "Prediction error at end is: 0.0572199730094467"
## [5] "Prediction error at end is: 0.0624831309041835"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 SlopeHeight Slope_Height Slope_Height
## 3 Relative_Slope_Position ValleyDepth Slope_Height_hr
## 4 ValleyDepth Relative_Slope_Position Standardized_Height_hr
## 5 Valley_Depth_hr NormalizedHeight Normalized_Height
## k 4
## 1 Maximum_Height_hr
## 2 Standardized_Height
## 3 ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5 Relative_Slope_Position
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Slope_Height
## 4 ValleyDepth
## 5 Vertical_Distance_to_Channel_Network
## [1] "Alluviale Ablagerung_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.282860998650472"
## [2] "Prediction error at end is: 0.235762483130904"
## [3] "Prediction error at end is: 0.199055330634278"
## [4] "Prediction error at end is: 0.188529014844804"
## [5] "Prediction error at end is: 0.178137651821862"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position
## 3 Valley_Depth_hr StandardizedHeight
## 4 ValleyDepth Slope_Height_hr
## 5 Vertical_Distance_to_Channel_Network ValleyDepth
## k 3
## 1 Maximum_Height_hr
## 2 Mid_Slope_Positon
## 3 ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5 Slope_Height_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Valley_Depth_hr Relative_Slope_Position
## 3 Relative_Slope_Position Valley_Depth_hr
## 4 Slope_Height ValleyDepth
## 5 Vertical_Distance_to_Channel_Network Standardized_Height
